Overview
Brought to you by YData
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 134766 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 14.4 MiB |
| Average record size in memory | 112.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Text | 1 |
| Categorical | 2 |
| DateTime | 2 |
Attack code is highly overall correlated with Avg source IP count and 1 other fields | High correlation |
Avg source IP count is highly overall correlated with Attack code | High correlation |
Data speed is highly overall correlated with Packet speed | High correlation |
Detect count is highly overall correlated with Duration | High correlation |
Duration is highly overall correlated with Detect count | High correlation |
Packet speed is highly overall correlated with Data speed | High correlation |
Type is highly overall correlated with Attack code | High correlation |
Attack code is highly imbalanced (90.6%) | Imbalance |
Type is highly imbalanced (72.7%) | Imbalance |
Detect count is highly skewed (γ1 = 117.331734) | Skewed |
Avg source IP count is highly skewed (γ1 = 98.67006016) | Skewed |
Duration is highly skewed (γ1 = 70.56919705) | Skewed |
Attack ID is uniformly distributed | Uniform |
Attack ID has unique values | Unique |
Port number has 21470 (15.9%) zeros | Zeros |
Avg packet len has 38076 (28.3%) zeros | Zeros |
Duration has 19644 (14.6%) zeros | Zeros |
Reproduction
| Analysis started | 2025-03-20 16:28:49.695863 |
|---|---|
| Analysis finished | 2025-03-20 16:28:56.611534 |
| Duration | 6.92 seconds |
| Software version | ydata-profiling vv4.15.0 |
| Download configuration | config.json |
Variables
Attack ID
Real number (ℝ)
Uniform Unique
| Distinct | 134766 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67383.5 |
| Minimum | 1 |
|---|---|
| Maximum | 134767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6739.25 |
| Q1 | 33692.25 |
| median | 67383.5 |
| Q3 | 101074.75 |
| 95-th percentile | 128027.75 |
| Maximum | 134767 |
| Range | 134766 |
| Interquartile range (IQR) | 67382.5 |
Descriptive statistics
| Standard deviation | 38903.738 |
|---|---|
| Coefficient of variation (CV) | 0.57734813 |
| Kurtosis | -1.2 |
| Mean | 67383.5 |
| Median Absolute Deviation (MAD) | 33691.5 |
| Skewness | 3.433112 × 10-9 |
| Sum | 9.0810048 × 109 |
| Variance | 1.5135008 × 109 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 134767 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Other values (134756) | 134756 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 134767 | 1 | |
| 134766 | 1 | |
| 134765 | 1 | |
| 134763 | 1 | |
| 134762 | 1 | |
| 134761 | 1 | |
| 134760 | 1 | |
| 134759 | 1 | |
| 134758 | 1 | |
| 134757 | 1 |
Victim IP
Text
| Distinct | 18200 |
|---|---|
| Distinct (%) | 13.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.151559 |
| Min length | 7 |
Unique
| Unique | 12249 ? |
|---|---|
| Unique (%) | 9.1% |
Sample
| 1st row | IP_0001 |
|---|---|
| 2nd row | IP_0002 |
| 3rd row | IP_0003 |
| 4th row | IP_0002 |
| 5th row | IP_0004 |
| Value | Count | Frequency (%) |
| ip_0010 | 11340 | 8.4% |
| ip_0040 | 7788 | 5.8% |
| ip_0024 | 5592 | 4.1% |
| ip_0006 | 4092 | 3.0% |
| ip_0017 | 3999 | 3.0% |
| ip_14488 | 3245 | 2.4% |
| ip_0001 | 3186 | 2.4% |
| ip_0003 | 2848 | 2.1% |
| ip_0018 | 2689 | 2.0% |
| ip_0015 | 2639 | 2.0% |
| Other values (18190) | 87348 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 191814 | |
| I | 134766 | |
| P | 134766 | |
| _ | 134766 | |
| 1 | 83850 | |
| 4 | 47956 | 5.0% |
| 2 | 44224 | 4.6% |
| 5 | 38660 | 4.0% |
| 3 | 37024 | 3.8% |
| 6 | 33954 | 3.5% |
| Other values (3) | 82007 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 963787 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 191814 | |
| I | 134766 | |
| P | 134766 | |
| _ | 134766 | |
| 1 | 83850 | |
| 4 | 47956 | 5.0% |
| 2 | 44224 | 4.6% |
| 5 | 38660 | 4.0% |
| 3 | 37024 | 3.8% |
| 6 | 33954 | 3.5% |
| Other values (3) | 82007 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 963787 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 191814 | |
| I | 134766 | |
| P | 134766 | |
| _ | 134766 | |
| 1 | 83850 | |
| 4 | 47956 | 5.0% |
| 2 | 44224 | 4.6% |
| 5 | 38660 | 4.0% |
| 3 | 37024 | 3.8% |
| 6 | 33954 | 3.5% |
| Other values (3) | 82007 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 963787 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 191814 | |
| I | 134766 | |
| P | 134766 | |
| _ | 134766 | |
| 1 | 83850 | |
| 4 | 47956 | 5.0% |
| 2 | 44224 | 4.6% |
| 5 | 38660 | 4.0% |
| 3 | 37024 | 3.8% |
| 6 | 33954 | 3.5% |
| Other values (3) | 82007 |
Port number
Real number (ℝ)
Zeros
| Distinct | 29623 |
|---|---|
| Distinct (%) | 22.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28012.637 |
| Minimum | 0 |
|---|---|
| Maximum | 65535 |
| Zeros | 21470 |
| Zeros (%) | 15.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 443 |
| median | 29586 |
| Q3 | 54083 |
| 95-th percentile | 62777 |
| Maximum | 65535 |
| Range | 65535 |
| Interquartile range (IQR) | 53640 |
Descriptive statistics
| Standard deviation | 25876.134 |
|---|---|
| Coefficient of variation (CV) | 0.92373076 |
| Kurtosis | -1.7922974 |
| Mean | 28012.637 |
| Median Absolute Deviation (MAD) | 26770 |
| Skewness | 0.099381825 |
| Sum | 3.775151 × 109 |
| Variance | 6.6957434 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 21470 | 15.9% |
| 4500 | 20000 | 14.8% |
| 80 | 7000 | 5.2% |
| 443 | 6020 | 4.5% |
| 60645 | 3700 | 2.7% |
| 51821 | 2384 | 1.8% |
| 1200 | 1994 | 1.5% |
| 25 | 1005 | 0.7% |
| 34863 | 686 | 0.5% |
| 49261 | 543 | 0.4% |
| Other values (29613) | 69964 |
| Value | Count | Frequency (%) |
| 0 | 21470 | |
| 12 | 1 | < 0.1% |
| 20 | 22 | < 0.1% |
| 22 | 351 | 0.3% |
| 23 | 3 | < 0.1% |
| 25 | 1005 | 0.7% |
| 53 | 182 | 0.1% |
| 68 | 1 | < 0.1% |
| 80 | 7000 | 5.2% |
| 86 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 65535 | 5 | |
| 65534 | 1 | < 0.1% |
| 65533 | 2 | < 0.1% |
| 65532 | 2 | < 0.1% |
| 65531 | 5 | |
| 65529 | 1 | < 0.1% |
| 65528 | 4 | |
| 65527 | 1 | < 0.1% |
| 65526 | 2 | < 0.1% |
| 65525 | 8 |
Attack code
Categorical
High correlation Imbalance
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| High volume traffic | |
|---|---|
| Suspicious traffic | 6567 |
| Suspicious traffic, High volume traffic | 3140 |
| SYN Attack | 246 |
| DNS | 129 |
| Other values (42) | 551 |
Length
| Max length | 76 |
|---|---|
| Median length | 19 |
| Mean length | 19.404724 |
| Min length | 3 |
Unique
| Unique | 14 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | High volume traffic |
|---|---|
| 2nd row | High volume traffic |
| 3rd row | High volume traffic |
| 4th row | High volume traffic |
| 5th row | High volume traffic |
Common Values
| Value | Count | Frequency (%) |
| High volume traffic | 124133 | |
| Suspicious traffic | 6567 | 4.9% |
| Suspicious traffic, High volume traffic | 3140 | 2.3% |
| SYN Attack | 246 | 0.2% |
| DNS | 129 | 0.1% |
| Generic UDP | 122 | 0.1% |
| Generic UDP, Suspicious traffic | 96 | 0.1% |
| Generic UDP, High volume traffic | 75 | 0.1% |
| CLDAP, High volume traffic | 49 | < 0.1% |
| NTP | 34 | < 0.1% |
| Other values (37) | 175 | 0.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| traffic | 137373 | |
| high | 127485 | |
| volume | 127485 | |
| suspicious | 9888 | 2.4% |
| generic | 312 | 0.1% |
| udp | 312 | 0.1% |
| attack | 251 | 0.1% |
| syn | 248 | 0.1% |
| dns | 176 | < 0.1% |
| cldap | 82 | < 0.1% |
| Other values (13) | 172 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 284974 | 10.9% |
| f | 274769 | 10.5% |
| 269018 | 10.3% | |
| c | 147824 | 5.7% |
| u | 147261 | 5.6% |
| t | 137926 | 5.3% |
| r | 137708 | 5.3% |
| a | 137681 | 5.3% |
| o | 137418 | 5.3% |
| e | 128142 | 4.9% |
| Other values (29) | 812376 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2615097 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 284974 | 10.9% |
| f | 274769 | 10.5% |
| 269018 | 10.3% | |
| c | 147824 | 5.7% |
| u | 147261 | 5.6% |
| t | 137926 | 5.3% |
| r | 137708 | 5.3% |
| a | 137681 | 5.3% |
| o | 137418 | 5.3% |
| e | 128142 | 4.9% |
| Other values (29) | 812376 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2615097 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 284974 | 10.9% |
| f | 274769 | 10.5% |
| 269018 | 10.3% | |
| c | 147824 | 5.7% |
| u | 147261 | 5.6% |
| t | 137926 | 5.3% |
| r | 137708 | 5.3% |
| a | 137681 | 5.3% |
| o | 137418 | 5.3% |
| e | 128142 | 4.9% |
| Other values (29) | 812376 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2615097 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 284974 | 10.9% |
| f | 274769 | 10.5% |
| 269018 | 10.3% | |
| c | 147824 | 5.7% |
| u | 147261 | 5.6% |
| t | 137926 | 5.3% |
| r | 137708 | 5.3% |
| a | 137681 | 5.3% |
| o | 137418 | 5.3% |
| e | 128142 | 4.9% |
| Other values (29) | 812376 |
Detect count
Real number (ℝ)
High correlation Skewed
| Distinct | 461 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.3642759 |
| Minimum | 1 |
|---|---|
| Maximum | 12534 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 8 |
| Maximum | 12534 |
| Range | 12533 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 55.876602 |
|---|---|
| Coefficient of variation (CV) | 12.803178 |
| Kurtosis | 21578.979 |
| Mean | 4.3642759 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 117.33173 |
| Sum | 588156 |
| Variance | 3122.1947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 86267 | |
| 2 | 23940 | 17.8% |
| 3 | 8357 | 6.2% |
| 4 | 4066 | 3.0% |
| 5 | 2293 | 1.7% |
| 6 | 1637 | 1.2% |
| 7 | 1155 | 0.9% |
| 8 | 935 | 0.7% |
| 9 | 787 | 0.6% |
| 10 | 574 | 0.4% |
| Other values (451) | 4755 | 3.5% |
| Value | Count | Frequency (%) |
| 1 | 86267 | |
| 2 | 23940 | 17.8% |
| 3 | 8357 | 6.2% |
| 4 | 4066 | 3.0% |
| 5 | 2293 | 1.7% |
| 6 | 1637 | 1.2% |
| 7 | 1155 | 0.9% |
| 8 | 935 | 0.7% |
| 9 | 787 | 0.6% |
| 10 | 574 | 0.4% |
| Value | Count | Frequency (%) |
| 12534 | 1 | |
| 6443 | 1 | |
| 5300 | 1 | |
| 4995 | 1 | |
| 3573 | 1 | |
| 3226 | 1 | |
| 3155 | 1 | |
| 2646 | 1 | |
| 2257 | 1 | |
| 1966 | 1 |
Packet speed
Real number (ℝ)
High correlation
| Distinct | 16241 |
|---|---|
| Distinct (%) | 12.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75364.633 |
| Minimum | 10500 |
|---|---|
| Maximum | 3526021 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 10500 |
|---|---|
| 5-th percentile | 51500 |
| Q1 | 57200 |
| median | 65057.5 |
| Q3 | 77500 |
| 95-th percentile | 153500 |
| Maximum | 3526021 |
| Range | 3515521 |
| Interquartile range (IQR) | 20300 |
Descriptive statistics
| Standard deviation | 40115.643 |
|---|---|
| Coefficient of variation (CV) | 0.53228738 |
| Kurtosis | 608.59213 |
| Mean | 75364.633 |
| Median Absolute Deviation (MAD) | 9257.5 |
| Skewness | 12.486469 |
| Sum | 1.015659 × 1010 |
| Variance | 1.6092648 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 54000 | 504 | 0.4% |
| 51700 | 491 | 0.4% |
| 51600 | 487 | 0.4% |
| 52800 | 476 | 0.4% |
| 51200 | 471 | 0.3% |
| 51800 | 458 | 0.3% |
| 52200 | 453 | 0.3% |
| 52000 | 452 | 0.3% |
| 58500 | 450 | 0.3% |
| 50600 | 449 | 0.3% |
| Other values (16231) | 130075 |
| Value | Count | Frequency (%) |
| 10500 | 1 | |
| 10600 | 1 | |
| 11800 | 1 | |
| 12600 | 1 | |
| 12800 | 1 | |
| 13100 | 1 | |
| 13900 | 1 | |
| 14000 | 1 | |
| 14300 | 2 | |
| 14400 | 1 |
| Value | Count | Frequency (%) |
| 3526021 | 1 | |
| 2170551 | 1 | |
| 1876239 | 1 | |
| 1845118 | 1 | |
| 1666057 | 1 | |
| 1622113 | 1 | |
| 1190600 | 1 | |
| 1182139 | 1 | |
| 1180887 | 1 | |
| 1174400 | 1 |
Data speed
Real number (ℝ)
High correlation
| Distinct | 606 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 91.746598 |
| Minimum | 0 |
|---|---|
| Maximum | 2043 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 74 |
| median | 83 |
| Q3 | 100 |
| 95-th percentile | 152 |
| Maximum | 2043 |
| Range | 2043 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 47.330834 |
|---|---|
| Coefficient of variation (CV) | 0.51588653 |
| Kurtosis | 95.496904 |
| Mean | 91.746598 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 5.9656636 |
| Sum | 12364322 |
| Variance | 2240.2079 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72 | 4291 | 3.2% |
| 74 | 4258 | 3.2% |
| 73 | 4161 | 3.1% |
| 75 | 3881 | 2.9% |
| 76 | 3864 | 2.9% |
| 77 | 3644 | 2.7% |
| 78 | 3504 | 2.6% |
| 79 | 3306 | 2.5% |
| 80 | 3255 | 2.4% |
| 81 | 3108 | 2.3% |
| Other values (596) | 97494 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 60 | < 0.1% |
| 3 | 296 | 0.2% |
| 4 | 607 | |
| 5 | 428 | |
| 6 | 251 | 0.2% |
| 7 | 909 | |
| 8 | 326 | 0.2% |
| 9 | 179 | 0.1% |
| Value | Count | Frequency (%) |
| 2043 | 1 | |
| 2040 | 1 | |
| 1505 | 1 | |
| 1496 | 1 | |
| 1406 | 1 | |
| 1172 | 1 | |
| 1144 | 1 | |
| 987 | 1 | |
| 950 | 1 | |
| 934 | 1 |
Avg packet len
Real number (ℝ)
Zeros
| Distinct | 1269 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 903.03977 |
| Minimum | 0 |
|---|---|
| Maximum | 1518 |
| Zeros | 38076 |
| Zeros (%) | 28.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1262 |
| Q3 | 1381 |
| 95-th percentile | 1504 |
| Maximum | 1518 |
| Range | 1518 |
| Interquartile range (IQR) | 1381 |
Descriptive statistics
| Standard deviation | 608.96898 |
|---|---|
| Coefficient of variation (CV) | 0.67435455 |
| Kurtosis | -1.3551282 |
| Mean | 903.03977 |
| Median Absolute Deviation (MAD) | 224 |
| Skewness | -0.66736297 |
| Sum | 1.2169906 × 108 |
| Variance | 370843.22 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 38076 | |
| 1028 | 6229 | 4.6% |
| 1506 | 5050 | 3.7% |
| 780 | 4470 | 3.3% |
| 1296 | 2948 | 2.2% |
| 1475 | 2536 | 1.9% |
| 1278 | 2084 | 1.5% |
| 1458 | 1256 | 0.9% |
| 1478 | 1056 | 0.8% |
| 1339 | 993 | 0.7% |
| Other values (1259) | 70068 |
| Value | Count | Frequency (%) |
| 0 | 38076 | |
| 10 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 50 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
| 52 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 63 | 2 | < 0.1% |
| 65 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 1518 | 606 | |
| 1517 | 101 | 0.1% |
| 1516 | 34 | < 0.1% |
| 1515 | 40 | < 0.1% |
| 1514 | 34 | < 0.1% |
| 1513 | 31 | < 0.1% |
| 1512 | 145 | 0.1% |
| 1511 | 8 | < 0.1% |
| 1510 | 189 | 0.1% |
| 1509 | 15 | < 0.1% |
Avg source IP count
Real number (ℝ)
High correlation Skewed
| Distinct | 315 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.47394 |
| Minimum | 0 |
|---|---|
| Maximum | 7374 |
| Zeros | 7 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 12 |
| Maximum | 7374 |
| Range | 7374 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 41.07175 |
|---|---|
| Coefficient of variation (CV) | 9.1802192 |
| Kurtosis | 13117.956 |
| Mean | 4.47394 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 98.67006 |
| Sum | 602935 |
| Variance | 1686.8887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 84733 | |
| 2 | 10529 | 7.8% |
| 3 | 8088 | 6.0% |
| 4 | 6925 | 5.1% |
| 5 | 5630 | 4.2% |
| 6 | 4248 | 3.2% |
| 7 | 3079 | 2.3% |
| 8 | 1963 | 1.5% |
| 9 | 1210 | 0.9% |
| 10 | 873 | 0.6% |
| Other values (305) | 7488 | 5.6% |
| Value | Count | Frequency (%) |
| 0 | 7 | < 0.1% |
| 1 | 84733 | |
| 2 | 10529 | 7.8% |
| 3 | 8088 | 6.0% |
| 4 | 6925 | 5.1% |
| 5 | 5630 | 4.2% |
| 6 | 4248 | 3.2% |
| 7 | 3079 | 2.3% |
| 8 | 1963 | 1.5% |
| 9 | 1210 | 0.9% |
| Value | Count | Frequency (%) |
| 7374 | 1 | |
| 5266 | 1 | |
| 4131 | 1 | |
| 3952 | 1 | |
| 3894 | 1 | |
| 3822 | 1 | |
| 3733 | 1 | |
| 2640 | 1 | |
| 2329 | 1 | |
| 2281 | 1 |
Start time
Date
| Distinct | 127981 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Minimum | 2022-08-08 18:09:36 |
|---|---|
| Maximum | 2023-04-27 12:32:29 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
End time
Date
| Distinct | 127917 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Minimum | 2022-08-08 18:09:37 |
|---|---|
| Maximum | 2023-04-27 12:32:32 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
Type
Categorical
High correlation Imbalance
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Normal traffic | |
|---|---|
| Suspicious traffic | 9707 |
| DDoS attack | 926 |
Length
| Max length | 18 |
|---|---|
| Median length | 14 |
| Mean length | 14.267501 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal traffic |
|---|---|
| 2nd row | Normal traffic |
| 3rd row | Normal traffic |
| 4th row | Normal traffic |
| 5th row | Normal traffic |
Common Values
| Value | Count | Frequency (%) |
| Normal traffic | 124133 | |
| Suspicious traffic | 9707 | 7.2% |
| DDoS attack | 926 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| traffic | 133840 | |
| normal | 124133 | |
| suspicious | 9707 | 3.6% |
| ddos | 926 | 0.3% |
| attack | 926 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 267680 | |
| a | 259825 | |
| r | 257973 | |
| i | 153254 | |
| c | 144473 | |
| t | 135692 | |
| 134766 | ||
| o | 134766 | |
| N | 124133 | |
| l | 124133 | |
| Other values (7) | 186079 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1922774 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 267680 | |
| a | 259825 | |
| r | 257973 | |
| i | 153254 | |
| c | 144473 | |
| t | 135692 | |
| 134766 | ||
| o | 134766 | |
| N | 124133 | |
| l | 124133 | |
| Other values (7) | 186079 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1922774 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 267680 | |
| a | 259825 | |
| r | 257973 | |
| i | 153254 | |
| c | 144473 | |
| t | 135692 | |
| 134766 | ||
| o | 134766 | |
| N | 124133 | |
| l | 124133 | |
| Other values (7) | 186079 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1922774 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 267680 | |
| a | 259825 | |
| r | 257973 | |
| i | 153254 | |
| c | 144473 | |
| t | 135692 | |
| 134766 | ||
| o | 134766 | |
| N | 124133 | |
| l | 124133 | |
| Other values (7) | 186079 |
Duration
Real number (ℝ)
High correlation Skewed Zeros
| Distinct | 1375 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.398409 |
| Minimum | 0 |
|---|---|
| Maximum | 41009 |
| Zeros | 19644 |
| Zeros (%) | 14.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 115 |
| Maximum | 41009 |
| Range | 41009 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 213.92108 |
|---|---|
| Coefficient of variation (CV) | 7.037246 |
| Kurtosis | 10838.225 |
| Mean | 30.398409 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 70.569197 |
| Sum | 4096672 |
| Variance | 45762.23 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 60980 | |
| 0 | 19644 | 14.6% |
| 3 | 8251 | 6.1% |
| 2 | 6884 | 5.1% |
| 4 | 4765 | 3.5% |
| 5 | 1202 | 0.9% |
| 6 | 868 | 0.6% |
| 11 | 834 | 0.6% |
| 7 | 744 | 0.6% |
| 8 | 741 | 0.5% |
| Other values (1365) | 29853 |
| Value | Count | Frequency (%) |
| 0 | 19644 | 14.6% |
| 1 | 60980 | |
| 2 | 6884 | 5.1% |
| 3 | 8251 | 6.1% |
| 4 | 4765 | 3.5% |
| 5 | 1202 | 0.9% |
| 6 | 868 | 0.6% |
| 7 | 744 | 0.6% |
| 8 | 741 | 0.5% |
| 9 | 724 | 0.5% |
| Value | Count | Frequency (%) |
| 41009 | 1 | |
| 17388 | 1 | |
| 12275 | 1 | |
| 11857 | 1 | |
| 11344 | 1 | |
| 11064 | 1 | |
| 10211 | 1 | |
| 9633 | 1 | |
| 9581 | 1 | |
| 8807 | 1 |
Interactions
Correlations
| Attack ID | Attack code | Avg packet len | Avg source IP count | Data speed | Detect count | Duration | Packet speed | Port number | Type | |
|---|---|---|---|---|---|---|---|---|---|---|
| Attack ID | 1.000 | 0.125 | -0.011 | 0.120 | -0.222 | -0.016 | 0.194 | -0.130 | 0.039 | 0.246 |
| Attack code | 0.125 | 1.000 | 0.153 | 0.668 | 0.435 | 0.344 | 0.249 | 0.437 | 0.082 | 1.000 |
| Avg packet len | -0.011 | 0.153 | 1.000 | 0.109 | -0.113 | 0.005 | 0.014 | -0.219 | 0.014 | 0.221 |
| Avg source IP count | 0.120 | 0.668 | 0.109 | 1.000 | -0.163 | 0.028 | 0.074 | 0.006 | 0.282 | 0.095 |
| Data speed | -0.222 | 0.435 | -0.113 | -0.163 | 1.000 | 0.062 | -0.018 | 0.793 | 0.016 | 0.075 |
| Detect count | -0.016 | 0.344 | 0.005 | 0.028 | 0.062 | 1.000 | 0.792 | 0.152 | -0.017 | 0.067 |
| Duration | 0.194 | 0.249 | 0.014 | 0.074 | -0.018 | 0.792 | 1.000 | 0.044 | 0.016 | 0.061 |
| Packet speed | -0.130 | 0.437 | -0.219 | 0.006 | 0.793 | 0.152 | 0.044 | 1.000 | 0.068 | 0.085 |
| Port number | 0.039 | 0.082 | 0.014 | 0.282 | 0.016 | -0.017 | 0.016 | 0.068 | 1.000 | 0.163 |
| Type | 0.246 | 1.000 | 0.221 | 0.095 | 0.075 | 0.067 | 0.061 | 0.085 | 0.163 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Attack ID | Victim IP | Port number | Attack code | Detect count | Packet speed | Data speed | Avg packet len | Avg source IP count | Start time | End time | Type | Duration | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | IP_0001 | 4500 | High volume traffic | 1 | 55600 | 73 | 1383 | 6 | 2022-08-08 18:09:36 | 2022-08-08 18:09:37 | Normal traffic | 1.0 |
| 1 | 2 | IP_0002 | 4500 | High volume traffic | 1 | 63500 | 90 | 1506 | 1 | 2022-08-08 18:37:28 | 2022-08-08 18:37:28 | Normal traffic | 0.0 |
| 2 | 3 | IP_0003 | 1200 | High volume traffic | 2 | 62700 | 82 | 1399 | 1 | 2022-08-08 18:41:25 | 2022-08-08 18:41:26 | Normal traffic | 1.0 |
| 3 | 4 | IP_0002 | 4500 | High volume traffic | 1 | 59500 | 85 | 1486 | 1 | 2022-08-08 18:47:49 | 2022-08-08 18:47:50 | Normal traffic | 1.0 |
| 4 | 5 | IP_0004 | 12347 | High volume traffic | 2 | 78250 | 113 | 1518 | 1 | 2022-08-08 18:57:15 | 2022-08-08 18:58:11 | Normal traffic | 56.0 |
| 5 | 6 | IP_0005 | 45574 | Suspicious traffic | 1 | 89100 | 21 | 246 | 1 | 2022-08-08 19:09:29 | 2022-08-08 19:09:29 | Suspicious traffic | 0.0 |
| 6 | 7 | IP_0001 | 4500 | High volume traffic | 2 | 68250 | 90 | 1395 | 3 | 2022-08-08 19:11:36 | 2022-08-08 19:11:37 | Normal traffic | 1.0 |
| 7 | 8 | IP_0003 | 1200 | High volume traffic | 1 | 78500 | 104 | 1399 | 1 | 2022-08-08 19:17:32 | 2022-08-08 19:17:33 | Normal traffic | 1.0 |
| 8 | 9 | IP_0001 | 4500 | High volume traffic | 1 | 64400 | 86 | 1404 | 4 | 2022-08-08 19:28:36 | 2022-08-08 19:28:37 | Normal traffic | 1.0 |
| 9 | 10 | IP_0006 | 60645 | High volume traffic | 1 | 55000 | 77 | 1466 | 1 | 2022-08-08 19:30:05 | 2022-08-08 19:30:05 | Normal traffic | 0.0 |
| Attack ID | Victim IP | Port number | Attack code | Detect count | Packet speed | Data speed | Avg packet len | Avg source IP count | Start time | End time | Type | Duration | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 134756 | 134757 | IP_0023 | 1685 | High volume traffic | 1 | 56800 | 68 | 1228 | 2 | 2023-04-27 12:20:52 | 2023-04-27 12:20:55 | Normal traffic | 3.0 |
| 134757 | 134758 | IP_14057 | 0 | High volume traffic | 1 | 50100 | 71 | 1482 | 1 | 2023-04-27 12:22:32 | 2023-04-27 12:22:35 | Normal traffic | 3.0 |
| 134758 | 134759 | IP_0015 | 51821 | High volume traffic | 2 | 51300 | 68 | 1389 | 1 | 2023-04-27 12:23:00 | 2023-04-27 12:25:07 | Normal traffic | 127.0 |
| 134759 | 134760 | IP_18092 | 0 | High volume traffic | 2 | 76700 | 94 | 1298 | 1 | 2023-04-27 12:23:50 | 2023-04-27 12:23:54 | Normal traffic | 4.0 |
| 134760 | 134761 | IP_0040 | 61281 | High volume traffic | 4 | 59201 | 72 | 1287 | 5 | 2023-04-27 12:25:39 | 2023-04-27 12:30:34 | Normal traffic | 295.0 |
| 134761 | 134762 | IP_16816 | 0 | High volume traffic | 2 | 56400 | 69 | 1294 | 25 | 2023-04-27 12:28:17 | 2023-04-27 12:31:08 | Normal traffic | 171.0 |
| 134762 | 134763 | IP_0003 | 0 | High volume traffic | 1 | 53500 | 74 | 1462 | 2 | 2023-04-27 12:30:18 | 2023-04-27 12:30:21 | Normal traffic | 3.0 |
| 134764 | 134765 | IP_0023 | 48529 | High volume traffic | 2 | 66550 | 76 | 1221 | 3 | 2023-04-27 12:31:10 | 2023-04-27 12:32:32 | Normal traffic | 82.0 |
| 134765 | 134766 | IP_17827 | 0 | High volume traffic | 1 | 52200 | 74 | 1506 | 1 | 2023-04-27 12:31:20 | 2023-04-27 12:31:23 | Normal traffic | 3.0 |
| 134766 | 134767 | IP_17466 | 0 | High volume traffic | 1 | 51300 | 64 | 1325 | 1 | 2023-04-27 12:32:29 | 2023-04-27 12:32:32 | Normal traffic | 3.0 |